A latent future representation is emerging as a concrete control interface for manipulation models, with reported gains in demonstration efficiency and early signs that mixed human-plus-robot data can support transfer…
Software tooling is getting more useful when model output is converted into checks that code can execute, score, or reject.
Robot learning work is getting more operational at the points where deployments usually break: controller timing, instruction robustness, and physical evaluation.
Concrete work is forming around three control points in LLM coding systems: shrinking repository context before repair, restoring taint and slicing across LLM call boundaries, and limiting what coding agents can touch…